Análisis Exploratorio de Ventas de Videojuegos

Brought to you by YData

Dataset statistics

Number of variables	14
Number of observations	64016
Missing cells	364386
Missing cells (%)	40.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	36.2 MiB
Average record size in memory	593.7 B

Variable types

Text	5
Categorical	1
Numeric	6
DateTime	2

Alerts

`jp_sales` is highly overall correlated with `total_sales`	High correlation
`na_sales` is highly overall correlated with `other_sales` and 2 other fields	High correlation
`other_sales` is highly overall correlated with `na_sales` and 2 other fields	High correlation
`pal_sales` is highly overall correlated with `na_sales` and 2 other fields	High correlation
`total_sales` is highly overall correlated with `jp_sales` and 3 other fields	High correlation
`critic_score` has 57338 (89.6%) missing values	Missing
`total_sales` has 45094 (70.4%) missing values	Missing
`na_sales` has 51379 (80.3%) missing values	Missing
`jp_sales` has 57290 (89.5%) missing values	Missing
`pal_sales` has 51192 (80.0%) missing values	Missing
`other_sales` has 48888 (76.4%) missing values	Missing
`release_date` has 7051 (11.0%) missing values	Missing
`last_update` has 46137 (72.1%) missing values	Missing
`total_sales` has 1352 (2.1%) zeros	Zeros
`pal_sales` has 2245 (3.5%) zeros	Zeros
`other_sales` has 5165 (8.1%) zeros	Zeros

Reproduction

Analysis started	2025-05-10 22:45:33.552260
Analysis finished	2025-05-10 22:45:43.532668
Duration	9.98 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

img
Text

Distinct	56177
Distinct (%)	87.8%
Missing	0
Missing (%)	0.0%
Memory size	6.1 MiB

Length

Max length	142
Median length	134
Mean length	42.19995
Min length	24

Characters and Unicode

Total characters	2701472
Distinct characters	46
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	56146 ?
Unique (%)	87.7%

Sample

1st row	/games/boxart/full_6510540AmericaFrontccc.jpg
2nd row	/games/boxart/full_5563178AmericaFrontccc.jpg
3rd row	/games/boxart/827563ccc.jpg
4th row	/games/boxart/full_9218923AmericaFrontccc.jpg
5th row	/games/boxart/full_4990510AmericaFrontccc.jpg

Value	Count	Frequency (%)
games/boxart/default.jpg	7810	12.2%
games/boxart/full_5005338americafrontccc.jpg	2	< 0.1%
games/boxart/full_342194americafrontccc.jpg	2	< 0.1%
games/boxart/full_5597924americafrontccc.jpg	2	< 0.1%
games/boxart/full_kaizou-chounin-shubibinman_5japanfront.jpg	2	< 0.1%
games/boxart/full_1834338americafrontccc.jpg	2	< 0.1%
games/boxart/full_faxanadu_6americafront.jpg	2	< 0.1%
games/boxart/full_8181689americafrontccc.jpg	2	< 0.1%
games/boxart/full_5972930japanfrontccc.jpg	2	< 0.1%
games/boxart/full_3233699americafrontccc.jpg	2	< 0.1%
Other values (56167)	56188	87.8%

Most occurring characters

Value	Count	Frequency (%)
a	209321	7.7%
/	192048	7.1%
c	177587	6.6%
r	158188	5.9%
g	133223	4.9%
t	132621	4.9%
o	127215	4.7%
e	125260	4.6%
l	111807	4.1%
m	103252	3.8%
Other values (36)	1230950	45.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1910889	70.7%
Decimal Number	343732	12.7%
Other Punctuation	256067	9.5%
Uppercase Letter	103965	3.8%
Connector Punctuation	58017	2.1%
Dash Punctuation	28802	1.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	209321	11.0%
c	177587	9.3%
r	158188	8.3%
g	133223	7.0%
t	132621	6.9%
o	127215	6.7%
e	125260	6.6%
l	111807	5.9%
m	103252	5.4%
p	79349	4.2%
Other values (16)	553066	28.9%

Decimal Number

Value	Count	Frequency (%)
2	35605	10.4%
1	35394	10.3%
3	34963	10.2%
9	34903	10.2%
4	34884	10.1%
8	34743	10.1%
6	34583	10.1%
7	34545	10.0%
5	34471	10.0%
0	29641	8.6%

Uppercase Letter

Value	Count	Frequency (%)
F	47886	46.1%
A	36907	35.5%
J	10980	10.6%
L	4096	3.9%
P	4096	3.9%

Other Punctuation

Value	Count	Frequency (%)
/	192048	75.0%
.	64018	25.0%
:	1	< 0.1%

Connector Punctuation

Value	Count	Frequency (%)
_	58017	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	28802	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2014854	74.6%
Common	686618	25.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	209321	10.4%
c	177587	8.8%
r	158188	7.9%
g	133223	6.6%
t	132621	6.6%
o	127215	6.3%
e	125260	6.2%
l	111807	5.5%
m	103252	5.1%
p	79349	3.9%
Other values (21)	657031	32.6%

Common

Value	Count	Frequency (%)
/	192048	28.0%
.	64018	9.3%
_	58017	8.4%
2	35605	5.2%
1	35394	5.2%
3	34963	5.1%
9	34903	5.1%
4	34884	5.1%
8	34743	5.1%
6	34583	5.0%
Other values (5)	127460	18.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2701472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	209321	7.7%
/	192048	7.1%
c	177587	6.6%
r	158188	5.9%
g	133223	4.9%
t	132621	4.9%
o	127215	4.7%
e	125260	4.6%
l	111807	4.1%
m	103252	3.8%
Other values (36)	1230950	45.6%

title
Text

Distinct	39798
Distinct (%)	62.2%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

Length

Max length	147
Median length	100
Mean length	22.062266
Min length	1

Characters and Unicode

Total characters	1412338
Distinct characters	155
Distinct categories	18 ?
Distinct scripts	6 ?
Distinct blocks	10 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	28464 ?
Unique (%)	44.5%

Sample

1st row	Grand Theft Auto V
2nd row	Grand Theft Auto V
3rd row	Grand Theft Auto: Vice City
4th row	Grand Theft Auto V
5th row	Call of Duty: Black Ops 3

Value	Count	Frequency (%)
the	9848	4.2%
of	6174	2.7%
2	3855	1.7%
	2962	1.3%
no	2670	1.1%
3	1536	0.7%
ii	1286	0.6%
world	1195	0.5%
game	990	0.4%
to	974	0.4%
Other values (23186)	200829	86.4%

Most occurring characters

Value	Count	Frequency (%)
	168342	11.9%
e	116672	8.3%
a	94851	6.7%
o	85626	6.1%
i	76709	5.4%
r	74801	5.3%
n	72907	5.2%
t	61491	4.4%
s	55088	3.9%
l	46196	3.3%
Other values (145)	559655	39.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	950254	67.3%
Uppercase Letter	228098	16.2%
Space Separator	168342	11.9%
Other Punctuation	33390	2.4%
Decimal Number	25416	1.8%
Dash Punctuation	4670	0.3%
Open Punctuation	862	0.1%
Close Punctuation	862	0.1%
Math Symbol	294	< 0.1%
Final Punctuation	47	< 0.1%
Other values (8)	103	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	116672	12.3%
a	94851	10.0%
o	85626	9.0%
i	76709	8.1%
r	74801	7.9%
n	72907	7.7%
t	61491	6.5%
s	55088	5.8%
l	46196	4.9%
u	39590	4.2%
Other values (33)	226323	23.8%

Uppercase Letter

Value	Count	Frequency (%)
S	24705	10.8%
T	18234	8.0%
C	14508	6.4%
A	13772	6.0%
M	13724	6.0%
D	13578	6.0%
P	11794	5.2%
B	11705	5.1%
R	11422	5.0%
F	9874	4.3%
Other values (18)	84782	37.2%

Other Letter

Value	Count	Frequency (%)
と	2	8.0%
ミ	1	4.0%
ロ	1	4.0%
レ	1	4.0%
界	1	4.0%
世	1	4.0%
異	1	4.0%
女	1	4.0%
ア	1	4.0%
少	1	4.0%
Other values (14)	14	56.0%

Other Punctuation

Value	Count	Frequency (%)
:	20778	62.2%
'	4021	12.0%
!	3013	9.0%
.	2909	8.7%
&	1182	3.5%
/	488	1.5%
,	408	1.2%
?	212	0.6%
*	186	0.6%
;	64	0.2%
Other values (8)	129	0.4%

Decimal Number

Value	Count	Frequency (%)
2	7598	29.9%
0	5548	21.8%
1	3353	13.2%
3	2616	10.3%
4	1611	6.3%
9	1242	4.9%
5	1168	4.6%
6	846	3.3%
7	740	2.9%
8	694	2.7%

Other Symbol

Value	Count	Frequency (%)
™	7	31.8%
®	6	27.3%
°	3	13.6%
★	2	9.1%
©	1	4.5%
♪	1	4.5%
☆	1	4.5%
�	1	4.5%

Math Symbol

Value	Count	Frequency (%)
+	210	71.4%
~	78	26.5%
=	3	1.0%
←	1	0.3%
×	1	0.3%
<	1	0.3%

Dash Punctuation

Value	Count	Frequency (%)
-	4575	98.0%
–	69	1.5%
〜	26	0.6%

Open Punctuation

Value	Count	Frequency (%)
(	842	97.7%
[	20	2.3%

Close Punctuation

Value	Count	Frequency (%)
)	842	97.7%
]	20	2.3%

Modifier Symbol

Value	Count	Frequency (%)
´	4	57.1%
^	3	42.9%

Other Number

Value	Count	Frequency (%)
²	2	66.7%
³	1	33.3%

Format

Value	Count	Frequency (%)
	1	50.0%
	1	50.0%

Space Separator

Value	Count	Frequency (%)
	168342	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	47	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	25	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	13	100.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1178345	83.4%
Common	233962	16.6%
Hiragana	12	< 0.1%
Han	8	< 0.1%
Greek	7	< 0.1%
Katakana	4	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	116672	9.9%
a	94851	8.0%
o	85626	7.3%
i	76709	6.5%
r	74801	6.3%
n	72907	6.2%
t	61491	5.2%
s	55088	4.7%
l	46196	3.9%
u	39590	3.4%
Other values (60)	454414	38.6%

Common

Value	Count	Frequency (%)
	168342	72.0%
:	20778	8.9%
2	7598	3.2%
0	5548	2.4%
-	4575	2.0%
'	4021	1.7%
1	3353	1.4%
!	3013	1.3%
.	2909	1.2%
3	2616	1.1%
Other values (51)	11209	4.8%

Hiragana

Value	Count	Frequency (%)
と	2	16.7%
じ	1	8.3%
ん	1	8.3%
る	1	8.3%
い	1	8.3%
の	1	8.3%
み	1	8.3%
な	1	8.3%
さ	1	8.3%
ま	1	8.3%

Han

Value	Count	Frequency (%)
界	1	12.5%
世	1	12.5%
異	1	12.5%
女	1	12.5%
少	1	12.5%
書	1	12.5%
魔	1	12.5%
導	1	12.5%

Katakana

Value	Count	Frequency (%)
ミ	1	25.0%
ロ	1	25.0%
レ	1	25.0%
ア	1	25.0%

Greek

Value	Count	Frequency (%)
α	7	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1411936	> 99.9%
None	240	< 0.1%
Punctuation	125	< 0.1%
Hiragana	12	< 0.1%
CJK	8	< 0.1%
Letterlike Symbols	7	< 0.1%
Misc Symbols	4	< 0.1%
Katakana	4	< 0.1%
Arrows	1	< 0.1%
Specials	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	168342	11.9%
e	116672	8.3%
a	94851	6.7%
o	85626	6.1%
i	76709	5.4%
r	74801	5.3%
n	72907	5.2%
t	61491	4.4%
s	55088	3.9%
l	46196	3.3%
Other values (79)	559253	39.6%

None

Value	Count	Frequency (%)
é	116	48.3%
〜	26	10.8%
ö	13	5.4%
ú	12	5.0%
α	7	2.9%
®	6	2.5%
ä	6	2.5%
ü	5	2.1%
ë	5	2.1%
·	5	2.1%
Other values (22)	39	16.2%

Punctuation

Value	Count	Frequency (%)
–	69	55.2%
’	47	37.6%
‘	6	4.8%
†	2	1.6%
	1	0.8%

Letterlike Symbols

Value	Count	Frequency (%)
™	7	100.0%

Hiragana

Value	Count	Frequency (%)
と	2	16.7%
じ	1	8.3%
ん	1	8.3%
る	1	8.3%
い	1	8.3%
の	1	8.3%
み	1	8.3%
な	1	8.3%
さ	1	8.3%
ま	1	8.3%

Misc Symbols

Value	Count	Frequency (%)
★	2	50.0%
♪	1	25.0%
☆	1	25.0%

Katakana

Value	Count	Frequency (%)
ミ	1	25.0%
ロ	1	25.0%
レ	1	25.0%
ア	1	25.0%

Arrows

Value	Count	Frequency (%)
←	1	100.0%

CJK

Value	Count	Frequency (%)
界	1	12.5%
世	1	12.5%
異	1	12.5%
女	1	12.5%
少	1	12.5%
書	1	12.5%
魔	1	12.5%
導	1	12.5%

Specials

Value	Count	Frequency (%)
�	1	100.0%

console
Text

Distinct	81
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.6 MiB

Length

Max length	6
Median length	5
Mean length	2.713103
Min length	2

Characters and Unicode

Total characters	173682
Distinct characters	50
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	PS3
2nd row	PS4
3rd row	PS2
4th row	X360
5th row	PS4

Value	Count	Frequency (%)
pc	12617	19.7%
ps2	3565	5.6%
ds	3288	5.1%
ps4	2878	4.5%
ps	2707	4.2%
ns	2337	3.7%
xbl	2120	3.3%
psn	2004	3.1%
xone	1963	3.1%
ps3	1905	3.0%
Other values (71)	28632	44.7%

Most occurring characters

Value	Count	Frequency (%)
P	31659	18.2%
S	31273	18.0%
C	15487	8.9%
X	8191	4.7%
N	8088	4.7%
D	6524	3.8%
B	6463	3.7%
i	6401	3.7%
G	5696	3.3%
3	5143	3.0%
Other values (40)	48757	28.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	135797	78.2%
Decimal Number	19105	11.0%
Lowercase Letter	18780	10.8%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
P	31659	23.3%
S	31273	23.0%
C	15487	11.4%
X	8191	6.0%
N	8088	6.0%
D	6524	4.8%
B	6463	4.8%
G	5696	4.2%
A	4785	3.5%
W	4245	3.1%
Other values (13)	13386	9.9%

Lowercase Letter

Value	Count	Frequency (%)
i	6401	34.1%
n	3677	19.6%
e	2969	15.8%
l	2276	12.1%
d	1051	5.6%
r	516	2.7%
s	464	2.5%
x	459	2.4%
u	412	2.2%
t	134	0.7%
Other values (8)	421	2.2%

Decimal Number

Value	Count	Frequency (%)
3	5143	26.9%
2	4146	21.7%
4	3305	17.3%
0	3001	15.7%
6	2666	14.0%
5	721	3.8%
8	60	0.3%
7	59	0.3%
1	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	154577	89.0%
Common	19105	11.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
P	31659	20.5%
S	31273	20.2%
C	15487	10.0%
X	8191	5.3%
N	8088	5.2%
D	6524	4.2%
B	6463	4.2%
i	6401	4.1%
G	5696	3.7%
A	4785	3.1%
Other values (31)	30010	19.4%

Common

Value	Count	Frequency (%)
3	5143	26.9%
2	4146	21.7%
4	3305	17.3%
0	3001	15.7%
6	2666	14.0%
5	721	3.8%
8	60	0.3%
7	59	0.3%
1	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	173682	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
P	31659	18.2%
S	31273	18.0%
C	15487	8.9%
X	8191	4.7%
N	8088	4.7%
D	6524	3.8%
B	6463	3.7%
i	6401	3.7%
G	5696	3.3%
3	5143	3.0%
Other values (40)	48757	28.1%

genre
Categorical

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.9 MiB

Misc	9304
Action	8557
Adventure	6260
Role-Playing	5721
Sports	5586
Other values (15)	28588

Length

Max length	16
Median length	10
Mean length	7.4658523
Min length	3

Characters and Unicode

Total characters	477934
Distinct characters	36
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Action
2nd row	Action
3rd row	Action
4th row	Action
5th row	Shooter

Common Values

Value	Count	Frequency (%)
Misc	9304	14.5%
Action	8557	13.4%
Adventure	6260	9.8%
Role-Playing	5721	8.9%
Sports	5586	8.7%
Shooter	5410	8.5%
Platform	4001	6.2%
Strategy	3685	5.8%
Puzzle	3521	5.5%
Racing	3425	5.4%
Other values (10)	8546	13.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
misc	9304	14.4%
action	8557	13.3%
adventure	6260	9.7%
role-playing	5721	8.9%
sports	5586	8.7%
shooter	5410	8.4%
platform	4001	6.2%
strategy	3685	5.7%
puzzle	3521	5.5%
racing	3425	5.3%
Other values (12)	9072	14.1%

Most occurring characters

Value	Count	Frequency (%)
t	46649	9.8%
i	40759	8.5%
o	40301	8.4%
e	35137	7.4%
n	33297	7.0%
r	27003	5.6%
c	23495	4.9%
l	23108	4.8%
a	20755	4.3%
A	18571	3.9%
Other values (26)	168859	35.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	397440	83.2%
Uppercase Letter	72370	15.1%
Dash Punctuation	7598	1.6%
Space Separator	526	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	46649	11.7%
i	40759	10.3%
o	40301	10.1%
e	35137	8.8%
n	33297	8.4%
r	27003	6.8%
c	23495	5.9%
l	23108	5.8%
a	20755	5.2%
g	17565	4.4%
Other values (12)	89371	22.5%

Uppercase Letter

Value	Count	Frequency (%)
A	18571	25.7%
S	17859	24.7%
P	13394	18.5%
M	9831	13.6%
R	9146	12.6%
F	2367	3.3%
V	493	0.7%
N	493	0.7%
O	115	0.2%
E	35	< 0.1%
Other values (2)	66	0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	7598	100.0%

Space Separator

Value	Count	Frequency (%)
	526	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	469810	98.3%
Common	8124	1.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	46649	9.9%
i	40759	8.7%
o	40301	8.6%
e	35137	7.5%
n	33297	7.1%
r	27003	5.7%
c	23495	5.0%
l	23108	4.9%
a	20755	4.4%
A	18571	4.0%
Other values (24)	160735	34.2%

Common

Value	Count	Frequency (%)
-	7598	93.5%
	526	6.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	477934	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	46649	9.8%
i	40759	8.5%
o	40301	8.4%
e	35137	7.4%
n	33297	7.0%
r	27003	5.6%
c	23495	4.9%
l	23108	4.8%
a	20755	4.3%
A	18571	3.9%
Other values (26)	168859	35.3%

publisher
Text

Distinct	3383
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Memory size	4.2 MiB

Length

Max length	49
Median length	40
Mean length	11.121376
Min length	2

Characters and Unicode

Total characters	711946
Distinct characters	86
Distinct categories	11 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1227 ?
Unique (%)	1.9%

Sample

1st row	Rockstar Games
2nd row	Rockstar Games
3rd row	Rockstar Games
4th row	Rockstar Games
5th row	Activision

Value	Count	Frequency (%)
unknown	8845	8.7%
entertainment	5167	5.1%
games	4679	4.6%
interactive	3778	3.7%
sega	2213	2.2%
bandai	1868	1.8%
namco	1763	1.7%
sony	1735	1.7%
konami	1700	1.7%
arts	1672	1.6%
Other values (3519)	67927	67.0%

Most occurring characters

Value	Count	Frequency (%)
n	72158	10.1%
e	57006	8.0%
t	54685	7.7%
o	52038	7.3%
a	49154	6.9%
i	46753	6.6%
r	37558	5.3%
	37292	5.2%
s	28635	4.0%
m	24320	3.4%
Other values (76)	252347	35.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	553352	77.7%
Uppercase Letter	115358	16.2%
Space Separator	37332	5.2%
Decimal Number	3358	0.5%
Other Punctuation	2087	0.3%
Dash Punctuation	423	0.1%
Math Symbol	11	< 0.1%
Open Punctuation	9	< 0.1%
Close Punctuation	9	< 0.1%
Connector Punctuation	6	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	72158	13.0%
e	57006	10.3%
t	54685	9.9%
o	52038	9.4%
a	49154	8.9%
i	46753	8.4%
r	37558	6.8%
s	28635	5.2%
m	24320	4.4%
c	22995	4.2%
Other values (19)	108050	19.5%

Uppercase Letter

Value	Count	Frequency (%)
S	14331	12.4%
U	11076	9.6%
E	11074	9.6%
A	9020	7.8%
I	7668	6.6%
G	7295	6.3%
C	6945	6.0%
N	5511	4.8%
M	5455	4.7%
T	5227	4.5%
Other values (17)	31756	27.5%

Decimal Number

Value	Count	Frequency (%)
5	800	23.8%
3	800	23.8%
2	658	19.6%
0	371	11.0%
1	343	10.2%
7	164	4.9%
4	103	3.1%
9	73	2.2%
8	41	1.2%
6	5	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	1503	72.0%
,	229	11.0%
&	110	5.3%
!	106	5.1%
'	71	3.4%
/	63	3.0%
*	2	0.1%
@	2	0.1%
:	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	37292	99.9%
	40	0.1%

Open Punctuation

Value	Count	Frequency (%)
(	8	88.9%
[	1	11.1%

Close Punctuation

Value	Count	Frequency (%)
)	8	88.9%
]	1	11.1%

Math Symbol

Value	Count	Frequency (%)
+	6	54.5%
~	5	45.5%

Dash Punctuation

Value	Count	Frequency (%)
-	423	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	6	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	668710	93.9%
Common	43236	6.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	72158	10.8%
e	57006	8.5%
t	54685	8.2%
o	52038	7.8%
a	49154	7.4%
i	46753	7.0%
r	37558	5.6%
s	28635	4.3%
m	24320	3.6%
c	22995	3.4%
Other values (46)	223408	33.4%

Common

Value	Count	Frequency (%)
	37292	86.3%
.	1503	3.5%
5	800	1.9%
3	800	1.9%
2	658	1.5%
-	423	1.0%
0	371	0.9%
1	343	0.8%
,	229	0.5%
7	164	0.4%
Other values (20)	653	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	711901	> 99.9%
None	45	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	72158	10.1%
e	57006	8.0%
t	54685	7.7%
o	52038	7.3%
a	49154	6.9%
i	46753	6.6%
r	37558	5.3%
	37292	5.2%
s	28635	4.0%
m	24320	3.4%
Other values (71)	252302	35.4%

None

Value	Count	Frequency (%)
	40	88.9%
é	2	4.4%
Ü	1	2.2%
ä	1	2.2%
ó	1	2.2%

developer
Text

Distinct	8862
Distinct (%)	13.8%
Missing	17
Missing (%)	< 0.1%
Memory size	4.3 MiB

Length

Max length	68
Median length	52
Mean length	12.73084
Min length	2

Characters and Unicode

Total characters	814761
Distinct characters	94
Distinct categories	13 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3933 ?
Unique (%)	6.1%

Sample

1st row	Rockstar North
2nd row	Rockstar North
3rd row	Rockstar North
4th row	Rockstar North
5th row	Treyarch

Value	Count	Frequency (%)
games	6130	5.2%
unknown	4447	3.8%
entertainment	3551	3.0%
studios	3516	3.0%
software	2861	2.4%
interactive	2128	1.8%
corporation	1675	1.4%
inc	1608	1.4%
studio	1432	1.2%
konami	1190	1.0%
Other values (7654)	89227	75.8%

Most occurring characters

Value	Count	Frequency (%)
e	67378	8.3%
a	61367	7.5%
n	61084	7.5%
o	58996	7.2%
t	55262	6.8%
	53630	6.6%
i	51892	6.4%
r	40751	5.0%
s	33703	4.1%
m	26784	3.3%
Other values (84)	303914	37.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	616269	75.6%
Uppercase Letter	134228	16.5%
Space Separator	53780	6.6%
Other Punctuation	6326	0.8%
Decimal Number	3082	0.4%
Dash Punctuation	952	0.1%
Open Punctuation	47	< 0.1%
Close Punctuation	47	< 0.1%
Math Symbol	15	< 0.1%
Connector Punctuation	10	< 0.1%
Other values (3)	5	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	67378	10.9%
a	61367	10.0%
n	61084	9.9%
o	58996	9.6%
t	55262	9.0%
i	51892	8.4%
r	40751	6.6%
s	33703	5.5%
m	26784	4.3%
l	20493	3.3%
Other values (23)	138559	22.5%

Uppercase Letter

Value	Count	Frequency (%)
S	20242	15.1%
C	10665	7.9%
G	9736	7.3%
E	9280	6.9%
A	7898	5.9%
I	7584	5.7%
T	7408	5.5%
U	6143	4.6%
M	5761	4.3%
B	5735	4.3%
Other values (18)	43776	32.6%

Other Punctuation

Value	Count	Frequency (%)
.	3984	63.0%
,	1039	16.4%
/	496	7.8%
'	431	6.8%
&	262	4.1%
!	71	1.1%
:	30	0.5%
*	4	0.1%
@	4	0.1%
?	4	0.1%

Decimal Number

Value	Count	Frequency (%)
1	597	19.4%
2	502	16.3%
3	426	13.8%
5	415	13.5%
0	258	8.4%
7	254	8.2%
4	251	8.1%
9	179	5.8%
8	101	3.3%
6	99	3.2%

Space Separator

Value	Count	Frequency (%)
	53630	99.7%
	150	0.3%

Open Punctuation

Value	Count	Frequency (%)
(	46	97.9%
[	1	2.1%

Close Punctuation

Value	Count	Frequency (%)
)	46	97.9%
]	1	2.1%

Dash Punctuation

Value	Count	Frequency (%)
-	952	100.0%

Math Symbol

Value	Count	Frequency (%)
+	15	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	10	100.0%

Other Number

Value	Count	Frequency (%)
³	2	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	2	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	750497	92.1%
Common	64264	7.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	67378	9.0%
a	61367	8.2%
n	61084	8.1%
o	58996	7.9%
t	55262	7.4%
i	51892	6.9%
r	40751	5.4%
s	33703	4.5%
m	26784	3.6%
l	20493	2.7%
Other values (51)	272787	36.3%

Common

Value	Count	Frequency (%)
	53630	83.5%
.	3984	6.2%
,	1039	1.6%
-	952	1.5%
1	597	0.9%
2	502	0.8%
/	496	0.8%
'	431	0.7%
3	426	0.7%
5	415	0.6%
Other values (23)	1792	2.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	814586	> 99.9%
None	173	< 0.1%
Punctuation	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	67378	8.3%
a	61367	7.5%
n	61084	7.5%
o	58996	7.2%
t	55262	6.8%
	53630	6.6%
i	51892	6.4%
r	40751	5.0%
s	33703	4.1%
m	26784	3.3%
Other values (72)	303739	37.3%

None

Value	Count	Frequency (%)
	150	86.7%
ç	5	2.9%
Ü	3	1.7%
ø	3	1.7%
é	3	1.7%
Ã	2	1.2%
³	2	1.2%
ä	2	1.2%
ý	1	0.6%
ë	1	0.6%

Punctuation

Value	Count	Frequency (%)
’	2	100.0%

critic_score
Real number (ℝ)

Missing

Distinct	89
Distinct (%)	1.3%
Missing	57338
Missing (%)	89.6%
Infinite	0
Infinite (%)	0.0%
Mean	7.2204403

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	500.3 KiB

Quantile statistics

Minimum	1
5-th percentile	4.4
Q1	6.4
median	7.5
Q3	8.3
95-th percentile	9.1
Maximum	10
Range	9
Interquartile range (IQR)	1.9

Descriptive statistics

Standard deviation	1.4570656
Coefficient of variation (CV)	0.20179734
Kurtosis	0.828948
Mean	7.2204403
Median Absolute Deviation (MAD)	0.9
Skewness	-0.91063686
Sum	48218.1
Variance	2.1230403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	355	0.6%
7	332	0.5%
7.5	277	0.4%
8.5	214	0.3%
9	207	0.3%
8.3	203	0.3%
6	202	0.3%
7.9	196	0.3%
8.2	192	0.3%
8.1	190	0.3%
Other values (79)	4310	6.7%
(Missing)	57338	89.6%

Value	Count	Frequency (%)
1	2	< 0.1%
1.2	1	< 0.1%
1.3	1	< 0.1%
1.4	1	< 0.1%
1.5	4	< 0.1%
1.7	2	< 0.1%
1.8	1	< 0.1%
1.9	2	< 0.1%
2	11	< 0.1%
2.1	2	< 0.1%

Value	Count	Frequency (%)
10	16	< 0.1%
9.9	3	< 0.1%
9.8	3	< 0.1%
9.7	17	< 0.1%
9.6	26	< 0.1%
9.5	46	0.1%
9.4	41	0.1%
9.3	76	0.1%
9.2	82	0.1%
9.1	95	0.1%

total_sales
Real number (ℝ)

High correlation Missing Zeros

Distinct	482
Distinct (%)	2.5%
Missing	45094
Missing (%)	70.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.34911267

Minimum	0
Maximum	20.32
Zeros	1352
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	500.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.03
median	0.12
Q3	0.34
95-th percentile	1.37
Maximum	20.32
Range	20.32
Interquartile range (IQR)	0.31

Descriptive statistics

Standard deviation	0.8074622
Coefficient of variation (CV)	2.3128986
Kurtosis	125.55245
Mean	0.34911267
Median Absolute Deviation (MAD)	0.1
Skewness	8.7753333
Sum	6605.91
Variance	0.6519952
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	1366	2.1%
0	1352	2.1%
0.02	1228	1.9%
0.03	941	1.5%
0.04	768	1.2%
0.05	684	1.1%
0.06	631	1.0%
0.07	572	0.9%
0.08	514	0.8%
0.09	442	0.7%
Other values (472)	10424	16.3%
(Missing)	45094	70.4%

Value	Count	Frequency (%)
0	1352	2.1%
0.01	1366	2.1%
0.02	1228	1.9%
0.03	941	1.5%
0.04	768	1.2%
0.05	684	1.1%
0.06	631	1.0%
0.07	572	0.9%
0.08	514	0.8%
0.09	442	0.7%

Value	Count	Frequency (%)
20.32	1	< 0.1%
19.39	1	< 0.1%
16.15	1	< 0.1%
15.86	1	< 0.1%
15.09	1	< 0.1%
14.82	1	< 0.1%
14.74	1	< 0.1%
13.94	1	< 0.1%
13.86	1	< 0.1%
13.8	1	< 0.1%

na_sales
Real number (ℝ)

High correlation Missing

Distinct	320
Distinct (%)	2.5%
Missing	51379
Missing (%)	80.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.26474005

Minimum	0
Maximum	9.76
Zeros	280
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	500.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.05
median	0.12
Q3	0.28
95-th percentile	0.99
Maximum	9.76
Range	9.76
Interquartile range (IQR)	0.23

Descriptive statistics

Standard deviation	0.4947866
Coefficient of variation (CV)	1.8689526
Kurtosis	78.62858
Mean	0.26474005
Median Absolute Deviation (MAD)	0.09
Skewness	6.8983729
Sum	3345.52
Variance	0.24481378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.04	651	1.0%
0.01	649	1.0%
0.02	640	1.0%
0.03	628	1.0%
0.05	617	1.0%
0.06	556	0.9%
0.07	525	0.8%
0.08	471	0.7%
0.09	445	0.7%
0.1	408	0.6%
Other values (310)	7047	11.0%
(Missing)	51379	80.3%

Value	Count	Frequency (%)
0	280	0.4%
0.01	649	1.0%
0.02	640	1.0%
0.03	628	1.0%
0.04	651	1.0%
0.05	617	1.0%
0.06	556	0.9%
0.07	525	0.8%
0.08	471	0.7%
0.09	445	0.7%

Value	Count	Frequency (%)
9.76	1	< 0.1%
9.07	1	< 0.1%
9.06	1	< 0.1%
8.54	1	< 0.1%
8.41	1	< 0.1%
8.27	1	< 0.1%
7.08	1	< 0.1%
6.99	1	< 0.1%
6.8	1	< 0.1%
6.76	1	< 0.1%

jp_sales
Real number (ℝ)

High correlation Missing

Distinct	121
Distinct (%)	1.8%
Missing	57290
Missing (%)	89.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.1022807

Minimum	0
Maximum	2.13
Zeros	420
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	500.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.02
median	0.04
Q3	0.12
95-th percentile	0.39
Maximum	2.13
Range	2.13
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.16881138
Coefficient of variation (CV)	1.6504714
Kurtosis	30.528417
Mean	0.1022807
Median Absolute Deviation (MAD)	0.03
Skewness	4.4904062
Sum	687.94
Variance	0.028497281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	1137	1.8%
0.02	845	1.3%
0.03	619	1.0%
0.04	452	0.7%
0	420	0.7%
0.05	329	0.5%
0.06	301	0.5%
0.07	248	0.4%
0.08	212	0.3%
0.09	168	0.3%
Other values (111)	1995	3.1%
(Missing)	57290	89.5%

Value	Count	Frequency (%)
0	420	0.7%
0.01	1137	1.8%
0.02	845	1.3%
0.03	619	1.0%
0.04	452	0.7%
0.05	329	0.5%
0.06	301	0.5%
0.07	248	0.4%
0.08	212	0.3%
0.09	168	0.3%

Value	Count	Frequency (%)
2.13	2	< 0.1%
2.05	2	< 0.1%
1.87	1	< 0.1%
1.82	1	< 0.1%
1.69	2	< 0.1%
1.5	1	< 0.1%
1.48	1	< 0.1%
1.45	1	< 0.1%
1.44	2	< 0.1%
1.43	1	< 0.1%

pal_sales
Real number (ℝ)

High correlation Missing Zeros

Distinct	256
Distinct (%)	2.0%
Missing	51192
Missing (%)	80.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14947208

Minimum	0
Maximum	9.85
Zeros	2245
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	500.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01
median	0.04
Q3	0.14
95-th percentile	0.59
Maximum	9.85
Range	9.85
Interquartile range (IQR)	0.13

Descriptive statistics

Standard deviation	0.39265263
Coefficient of variation (CV)	2.6269295
Kurtosis	147.20484
Mean	0.14947208
Median Absolute Deviation (MAD)	0.04
Skewness	9.5869097
Sum	1916.83
Variance	0.15417608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2245	3.5%
0.01	1635	2.6%
0.02	1290	2.0%
0.03	959	1.5%
0.04	717	1.1%
0.05	552	0.9%
0.06	422	0.7%
0.07	358	0.6%
0.08	297	0.5%
0.09	274	0.4%
Other values (246)	4075	6.4%
(Missing)	51192	80.0%

Value	Count	Frequency (%)
0	2245	3.5%
0.01	1635	2.6%
0.02	1290	2.0%
0.03	959	1.5%
0.04	717	1.1%
0.05	552	0.9%
0.06	422	0.7%
0.07	358	0.6%
0.08	297	0.5%
0.09	274	0.4%

Value	Count	Frequency (%)
9.85	1	< 0.1%
9.71	1	< 0.1%
8.64	1	< 0.1%
7.95	1	< 0.1%
6.87	1	< 0.1%
6.46	1	< 0.1%
6.21	2	< 0.1%
6.05	1	< 0.1%
5.88	1	< 0.1%
5.78	1	< 0.1%

other_sales
Real number (ℝ)

High correlation Missing Zeros

Distinct	133
Distinct (%)	0.9%
Missing	48888
Missing (%)	76.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.043040719

Minimum	0
Maximum	3.12
Zeros	5165
Zeros (%)	8.1%
Negative	0
Negative (%)	0.0%
Memory size	500.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01
Q3	0.03
95-th percentile	0.18
Maximum	3.12
Range	3.12
Interquartile range (IQR)	0.03

Descriptive statistics

Standard deviation	0.1266435
Coefficient of variation (CV)	2.9424113
Kurtosis	144.48453
Mean	0.043040719
Median Absolute Deviation (MAD)	0.01
Skewness	9.7945504
Sum	651.12
Variance	0.016038575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5165	8.1%
0.01	3609	5.6%
0.02	1690	2.6%
0.03	939	1.5%
0.04	628	1.0%
0.05	475	0.7%
0.06	364	0.6%
0.07	327	0.5%
0.08	215	0.3%
0.09	182	0.3%
Other values (123)	1534	2.4%
(Missing)	48888	76.4%

Value	Count	Frequency (%)
0	5165	8.1%
0.01	3609	5.6%
0.02	1690	2.6%
0.03	939	1.5%
0.04	628	1.0%
0.05	475	0.7%
0.06	364	0.6%
0.07	327	0.5%
0.08	215	0.3%
0.09	182	0.3%

Value	Count	Frequency (%)
3.12	1	< 0.1%
3.02	1	< 0.1%
2.93	1	< 0.1%
2.46	1	< 0.1%
2.44	1	< 0.1%
2.28	1	< 0.1%
2.26	1	< 0.1%
2.12	1	< 0.1%
2.05	1	< 0.1%
1.82	1	< 0.1%

release_date
Date

Missing

Distinct	7922
Distinct (%)	13.9%
Missing	7051
Missing (%)	11.0%
Memory size	500.3 KiB

Minimum	1971-12-03 00:00:00
Maximum	2024-12-31 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

last_update
Date

Missing

Distinct	1545
Distinct (%)	8.6%
Missing	46137
Missing (%)	72.1%
Memory size	500.3 KiB

Minimum	2017-11-28 00:00:00
Maximum	2024-01-28 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

	critic_score	genre	jp_sales	na_sales	other_sales	pal_sales	total_sales
critic_score	1.000	0.064	0.133	0.368	0.309	0.326	0.338
genre	0.064	1.000	0.070	0.028	0.022	0.016	0.036
jp_sales	0.133	0.070	1.000	0.001	-0.113	-0.000	0.546
na_sales	0.368	0.028	0.001	1.000	0.758	0.652	0.926
other_sales	0.309	0.022	-0.113	0.758	1.000	0.781	0.867
pal_sales	0.326	0.016	-0.000	0.652	0.781	1.000	0.827
total_sales	0.338	0.036	0.546	0.926	0.867	0.827	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	img	title	console	genre	publisher	developer	critic_score	total_sales	na_sales	jp_sales	pal_sales	other_sales	release_date	last_update
0	/games/boxart/full_6510540AmericaFrontccc.jpg	Grand Theft Auto V	PS3	Action	Rockstar Games	Rockstar North	9.4	20.32	6.37	0.99	9.85	3.12	2013-09-17	NaN
1	/games/boxart/full_5563178AmericaFrontccc.jpg	Grand Theft Auto V	PS4	Action	Rockstar Games	Rockstar North	9.7	19.39	6.06	0.60	9.71	3.02	2014-11-18	2018-01-03
2	/games/boxart/827563ccc.jpg	Grand Theft Auto: Vice City	PS2	Action	Rockstar Games	Rockstar North	9.6	16.15	8.41	0.47	5.49	1.78	2002-10-28	NaN
3	/games/boxart/full_9218923AmericaFrontccc.jpg	Grand Theft Auto V	X360	Action	Rockstar Games	Rockstar North	NaN	15.86	9.06	0.06	5.33	1.42	2013-09-17	NaN
4	/games/boxart/full_4990510AmericaFrontccc.jpg	Call of Duty: Black Ops 3	PS4	Shooter	Activision	Treyarch	8.1	15.09	6.18	0.41	6.05	2.44	2015-11-06	2018-01-14
5	/games/boxart/full_call-of-duty-modern-warfare-3_517AmericaFront.jpg	Call of Duty: Modern Warfare 3	X360	Shooter	Activision	Infinity Ward	8.7	14.82	9.07	0.13	4.29	1.33	2011-11-08	NaN
6	/games/boxart/full_call-of-duty-black-ops_5AmericaFront.jpg	Call of Duty: Black Ops	X360	Shooter	Activision	Treyarch	8.8	14.74	9.76	0.11	3.73	1.14	2010-11-09	NaN
7	/games/boxart/full_4653215AmericaFrontccc.jpg	Red Dead Redemption 2	PS4	Action-Adventure	Rockstar Games	Rockstar Games	9.8	13.94	5.26	0.21	6.21	2.26	2018-10-26	2018-11-02
8	/games/boxart/full_1977964AmericaFrontccc.jpg	Call of Duty: Black Ops II	X360	Shooter	Activision	Treyarch	8.4	13.86	8.27	0.07	4.32	1.20	2012-11-13	2018-04-07
9	/games/boxart/full_4649679AmericaFrontccc.png	Call of Duty: Black Ops II	PS3	Shooter	Activision	Treyarch	8.0	13.80	4.99	0.65	5.88	2.28	2012-11-13	2018-04-07

	img	title	console	genre	publisher	developer	critic_score	total_sales	na_sales	jp_sales	pal_sales	other_sales	release_date	last_update
64006	/games/boxart/default.jpg	Without Within	PC	Visual Novel	InvertMouse	InvertMouse	NaN	NaN	NaN	NaN	NaN	NaN	2015-01-22	2018-12-25
64007	/games/boxart/default.jpg	Without Within 2	PC	Visual Novel	InvertMouse	InvertMouse	NaN	NaN	NaN	NaN	NaN	NaN	2015-11-09	2018-12-25
64008	/games/boxart/default.jpg	Without Within 3	PC	Visual Novel	InvertMouse	InvertMouse	NaN	NaN	NaN	NaN	NaN	NaN	2018-05-03	2018-12-25
64009	/games/boxart/full_2129671JapanFrontccc.jpg	World End Syndrome	PSV	Visual Novel	Arc System Works	Arc System Works	NaN	NaN	NaN	NaN	NaN	NaN	2018-04-26	2019-04-03
64010	/games/boxart/full_2294305JapanFrontccc.jpg	World End Syndrome	PS4	Visual Novel	Arc System Works	Arc System Works	NaN	NaN	NaN	NaN	NaN	NaN	2018-04-26	2019-04-03
64011	/games/boxart/full_2779838AmericaFrontccc.jpg	XBlaze Lost: Memories	PC	Visual Novel	Aksys Games	Arc System Works	NaN	NaN	NaN	NaN	NaN	NaN	2016-08-11	2019-01-28
64012	/games/boxart/full_8031506AmericaFrontccc.jpg	Yoru, Tomosu	PS4	Visual Novel	Nippon Ichi Software	Nippon Ichi Software	NaN	NaN	NaN	NaN	NaN	NaN	2020-07-30	2020-05-09
64013	/games/boxart/full_6553045AmericaFrontccc.jpg	Yoru, Tomosu	NS	Visual Novel	Nippon Ichi Software	Nippon Ichi Software	NaN	NaN	NaN	NaN	NaN	NaN	2020-07-30	2020-05-09
64014	/games/boxart/full_6012940JapanFrontccc.png	Yunohana SpRING! ~Mellow Times~	NS	Visual Novel	Idea Factory	Otomate	NaN	NaN	NaN	NaN	NaN	NaN	2019-02-28	2019-02-24
64015	/games/boxart/default.jpg	Yurukill: The Calumniation Games	PS4	Visual Novel	Unknown	G.rev Ltd.	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2023-09-29

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Other Punctuation

Connector Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Letter

Other Punctuation

Decimal Number

Other Symbol

Math Symbol

Dash Punctuation

Open Punctuation

Close Punctuation

Modifier Symbol

Other Number

Format

Space Separator

Final Punctuation

Connector Punctuation

Currency Symbol

Initial Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Hiragana

Han

Katakana

Greek

Most occurring blocks

Most frequent character per block

ASCII

None

Punctuation

Letterlike Symbols

Hiragana

Misc Symbols

Katakana

Arrows

CJK

Specials

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Dash Punctuation